Accuracy and consistency of intensity-based deformable image registration in 4DCT for tumor motion estimation in liver radiotherapy planning.
José D Tascón-VidarteLine Bjerregaard StickMirjana JosipovicSigne RisumJulien JomierKenny ErlebenIvan Richter VogeliusSune DarknerPublished in: PloS one (2022)
We investigate the accuracy of intensity-based deformable image registration (DIR) for tumor localization in liver stereotactic body radiotherapy (SBRT). We included 4DCT scans to capture the breathing motion of eight patients receiving SBRT for liver metastases within a retrospective clinical study. Each patient had three fiducial markers implanted. The liver and the tumor were delineated in the mid-ventilation phase, and their positions in the other phases were estimated with deformable image registration. We tested referenced and sequential registrations strategies. The fiducial markers were the gold standard to evaluate registration accuracy. The registration errors related to measured versus estimated fiducial markers showed a mean value less than 1.6mm. The positions of some fiducial markers appeared not stable on the 4DCT throughout the respiratory phases. Markers' center of mass tends to be a more reliable measurement. Distance errors of tumor location based on registration versus markers center of mass were less than 2mm. There were no statistically significant differences between the reference and the sequential registration, i.e., consistency and errors were comparable to resolution errors. We demonstrated that intensity-based DIR is accurate up to resolution level for locating the tumor in the liver during breathing motion.
Keyphrases
- radiation therapy
- deep learning
- patient safety
- early stage
- liver metastases
- high intensity
- computed tomography
- emergency department
- magnetic resonance imaging
- squamous cell carcinoma
- high resolution
- single molecule
- case report
- high speed
- mass spectrometry
- intensive care unit
- rectal cancer
- mechanical ventilation
- silver nanoparticles